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Jacob Steinhardt

emergent capabilities essays; Berkeley alignment

Assistant Professor of Statistics at UC Berkeley, where he leads a group focused on making machine-learning systems safe and reliable. His empirical and theoretical work on emergent capabilities in large language models has shaped mainstream alignment discourse. He also writes widely-read long-form essays on forecasting AI progress and research methodology.

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Last updated
10 May 2026
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